>almost every circumstance
Key phrase. And I'm not saying fraud in the legal liability sense. If you're not trying to hide the fact that something was LLM generated, then you have no reason to remove it. If you are trying to hide it, then there's probably a reason, i.e. you would face consequences for doing so, therefore it is fraud.
Or, you simply edit the text the LLM generated ruining the hidden message. That's not even remotely fraud. There are legitimate reasons to edit text. There are fewer legit reasons to bash off someone else's lock with a hammer.